{"id":"W4291208850","doi":"10.2139/ssrn.4188550","title":"Matching with Minimum Quotas","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Matching (statistics); Political science; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003603308,0.0001108088,0.0002300746,0.0001544547,0.0005337602,0.00005982738,0.0003059332,0.00002369636,0.000339841],"category_scores_gemma":[0.00001265541,0.0001116538,0.0000839221,0.0001849187,0.00002068579,0.0001262389,0.00005091041,0.001504051,0.0001490598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006918157,"about_ca_system_score_gemma":0.0002526738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001211335,"about_ca_topic_score_gemma":0.00009061935,"domain_scores_codex":[0.9980108,0.00006268512,0.0003606573,0.0002012465,0.00005962572,0.001304987],"domain_scores_gemma":[0.9993814,0.00003138345,0.0003646139,0.0001608023,0.00001142776,0.00005034718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005092141,0.00004070309,0.005346213,0.000003798031,0.00009936569,0.000005751905,0.0006489754,0.0005488356,0.00001792805,0.9927726,0.00005322984,0.0004116178],"study_design_scores_gemma":[0.0006690504,0.0004988305,0.0002752924,0.000006509049,0.00000680912,0.001368327,0.006021365,0.00008603322,0.00000572655,0.9710977,0.01975113,0.0002132134],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973999,0.003561771,0.008393077,0.0005789075,0.0004499838,0.0001102187,0.00001466706,0.00003657729,0.01285586],"genre_scores_gemma":[0.9922156,0.00009907786,0.00004750126,0.0001197181,0.0001946384,0.00001283318,0.000002631796,0.00002809417,0.007279894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167494,"threshold_uncertainty_score":0.6534438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116922750405162,"score_gpt":0.1931890285247318,"score_spread":0.1814967534842156,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}